Few-Shot Semantic Segmentation

Few-shot semantic segmentation (FSS) learns to segment target objects in query image given few pixel-wise annotated support image.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 1–25 of 168 papers

Title	Date	Tasks	Status	Hype
SegGPT: Segmenting Everything In Context	Apr 6, 2023	Few-Shot Semantic SegmentationIn-Context Learning	CodeCode Available	4
FAMNet: Frequency-aware Matching Network for Cross-domain Few-shot Medical Image Segmentation	Dec 12, 2024	Cross-Domain Few-ShotDomain Generalization	CodeCode Available	2
Label Anything: Multi-Class Few-Shot Semantic Segmentation with Visual Prompts	Jul 2, 2024	Few-Shot Semantic SegmentationSemantic Segmentation	CodeCode Available	2
Matcher: Segment Anything with One Shot Using All-Purpose Feature Matching	May 22, 2023	AllFew-Shot Semantic Segmentation	CodeCode Available	2
Learning What Not to Segment: A New Perspective on Few-Shot Segmentation	Mar 15, 2022	Few-Shot Semantic SegmentationMeta-Learning	CodeCode Available	2
Language-driven Semantic Segmentation	Jan 10, 2022	DescriptiveFew-Shot Semantic Segmentation	CodeCode Available	2
Few-shot Structure-Informed Machinery Part Segmentation with Foundation Models and Graph Neural Networks	Jan 17, 2025	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
AFANet: Adaptive Frequency-Aware Network for Weakly-Supervised Few-Shot Semantic Segmentation	Dec 23, 2024	Few-Shot LearningFew-Shot Semantic Segmentation	CodeCode Available	1
Lightweight Frequency Masker for Cross-Domain Few-Shot Semantic Segmentation	Oct 29, 2024	Cross-Domain Few-ShotFew-Shot Semantic Segmentation	CodeCode Available	1
Bridge the Points: Graph-based Few-shot Segment Anything Semantically	Oct 9, 2024	Few-Shot Semantic SegmentationSemantic Segmentation	CodeCode Available	1
Unleashing the Potential of the Diffusion Model in Few-shot Semantic Segmentation	Oct 3, 2024	Few-Shot Semantic SegmentationImage Generation	CodeCode Available	1
Hybrid Mamba for Few-Shot Segmentation	Sep 29, 2024	Few-Shot Semantic SegmentationMamba	CodeCode Available	1
MSDNet: Multi-Scale Decoder for Few-Shot Semantic Segmentation via Transformer-Guided Prototyping	Sep 17, 2024	DecoderFew-Shot Semantic Segmentation	CodeCode Available	1
Generalized Few-Shot Semantic Segmentation in Remote Sensing: Challenge and Benchmark	Sep 17, 2024	Few-Shot Semantic SegmentationGeneralized Few-Shot Semantic Segmentation	CodeCode Available	1
Small Object Few-shot Segmentation for Vision-based Industrial Inspection	Jul 31, 2024	Anomaly DetectionFew-Shot Semantic Segmentation	CodeCode Available	1
Eliminating Feature Ambiguity for Few-Shot Segmentation	Jul 13, 2024	Few-Shot Semantic Segmentation	CodeCode Available	1
Few-Shot Medical Image Segmentation with High-Fidelity Prototypes	Jun 26, 2024	Few-Shot Semantic SegmentationImage Segmentation	CodeCode Available	1
Label-Efficient Semantic Segmentation of LiDAR Point Clouds in Adverse Weather Conditions	Jun 14, 2024	Few-Shot Semantic SegmentationSemantic Segmentation	CodeCode Available	1
Cross-Domain Few-Shot Semantic Segmentation via Doubly Matching Transformation	May 24, 2024	Cross-Domain Few-ShotFew-Shot Semantic Segmentation	CodeCode Available	1
Learnable Prompt for Few-Shot Semantic Segmentation in Remote Sensing Domain	Apr 16, 2024	Few-Shot Semantic SegmentationImage Inpainting	CodeCode Available	1
Domain-Rectifying Adapter for Cross-Domain Few-Shot Segmentation	Apr 16, 2024	Cross-Domain Few-ShotFew-Shot Semantic Segmentation	CodeCode Available	1
A Novel Benchmark for Few-Shot Semantic Segmentation in the Era of Foundation Models	Jan 20, 2024	Few-Shot Semantic SegmentationSegmentation	CodeCode Available	1
Self-Calibrated Cross Attention Network for Few-Shot Segmentation	Aug 18, 2023	Few-Shot Semantic Segmentation	CodeCode Available	1
Self-supervised Few-shot Learning for Semantic Segmentation: An Annotation-free Approach	Jul 26, 2023	Few-Shot LearningFew-Shot Semantic Segmentation	CodeCode Available	1
DifFSS: Diffusion Model for Few-Shot Semantic Segmentation	Jul 3, 2023	Few-Shot Semantic SegmentationImage Generation	CodeCode Available	1

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All datasets PASCAL-5i (1-Shot)PASCAL-5i (5-Shot)COCO-20i (1-shot)COCO-20i (5-shot)FSS-1000 (1-shot)FSS-1000 (5-shot)COCO-20i -> Pascal VOC (1-shot)COCO-20i -> Pascal VOC (5-shot)COCO-20i (2-way 1-shot)COCO-20i (10-shot)PASCAL-5i (10-Shot)FSS-1000

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	SegGPT (ViT)	Mean IoU	83.2	—	Unverified
2	DCAMA (ResNet-101)	FB-IoU	77.6	—	Unverified
3	PGMA-Net (ResNet-101)	Mean IoU	77.6	—	Unverified
4	PGMA-Net (ResNet-50)	Mean IoU	74.1	—	Unverified
5	PGMA-Net (ViT-B/16)	Mean IoU	74.1	—	Unverified
6	GF-SAM (DINOv2)	Mean IoU	72.1	—	Unverified
7	HMNet (ResNet-50)	Mean IoU	70.4	—	Unverified
8	AENet (ResNet-50)	Mean IoU	70.3	—	Unverified
9	HDMNet (DifFSS, ResNet-50)	Mean IoU	70.2	—	Unverified
10	VAT + MSI (ResNet-101)	Mean IoU	70.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SegGPT (ViT)	Mean IoU	89.8	—	Unverified
2	GF-SAM (DINOv2)	Mean IoU	82.6	—	Unverified
3	PGMA-Net (ResNet-101)	Mean IoU	78.6	—	Unverified
4	FPTrans (DeiT-B/16)	Mean IoU	78	—	Unverified
5	DGPNet (ResNet-101)	Mean IoU	75.4	—	Unverified
6	PGMA-Net (ResNet-50)	Mean IoU	75.2	—	Unverified
7	DCAMA (Swin-B)	Mean IoU	74.9	—	Unverified
8	PGMA-Net (ViT-B/16)	Mean IoU	74.6	—	Unverified
9	AENet (ResNet-50)	Mean IoU	74.2	—	Unverified
10	HMNet (ResNet-50)	Mean IoU	74.1	—	Unverified